What I came up with is loyalty.
I don't require a character with whom I can identify; caring is enough. But when a character is blithely disloyal to people who are showing them loyalty, I have a hard time not putting down the book and walking away.
How about you? What traits do you want to share--or at least not blatantly not share--with a character in order to care about their story?